Here are some recent co-authored preprints on the applications of machine learning methods for analysis of dynamical systems (model reduction, rare events)

• OnsagerNet: Learning Stable and Interpretable Dynamics using a Generalized Onsager Principle
• A Data Driven Method for Computing Quasipotentials

You can read more about them in my research descriptions (here and here).